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Lieo is a generative AI chatbot currently under development by Setaleur and is planned to be launched within 2–3 years. The lieo model belongs to the family of large language models (LLMs); however, it is based on the Deeprion concept, which relies on the principle of Transformative Thinking Engineering (TTE), presenting a novel framework for
developing generative models. This framework focuses on reshaping the learning dynamics within the model through cognitive adaptation mechanisms aimed at enhancing its ability for analysis and conceptual reconstruction This approach is based on the hypothesis that improvements in model performance do not depend solely on increasing data or parameters but on developing cognitive structures that enable the system to refine its internal understanding of linguistic and conceptual relationships, thereby opening the door to more advanced patterns of generative learning and reasoning